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We combined file Clean_jun12 with terminals from 2 files:
CompleteWoSDataBaseCompleteRISfinal(2)
Then we made new set of networks using WoS2Pajek - SN17_sep.
We made an analysis of the citation network indegrees. Several works with the largest frequencies have different short names. For example
Input: WASSERMA_S(1994)
Possible Matching: WASSERMA_S(1994): (228)
Possible Matching: WASSERMA_S(1994):169 (1828)
Possible Matching: WASSERMA_S(1994):3 (1829)
Possible Matching: WASSERMA_S(1994)8: (36101)
Possible Matching: WASSERMA_S(1994):20 (39116)
Possible Matching: WASSERMA_S(1994):178 (45519)
Possible Matching: WASSERMA_S(1994):825 (70914)
Possible Matching: WASSERMA_S(1994):34 (118355)
Possible Matching: WASSERMA_S(1994):547 (123305)
Possible Matching: WASSERMA_S(1994):12 (128169)
Possible Matching: WASSERMA_S(1994):1 (138369)
Possible Matching: WASSERMA_S(1994):8 (147020)
Possible Matching: WASSERMA_S(1994):126 (193932)
Possible Matching: WASSERMA_S(1994)8:857 (209248)
Possible Matching: WASSERMA_S(1994):CBO9780511815478 (226137)
Possible Matching: WASSERMA_S(1994):CH8 (237161)
Possible Matching: WASSERMA_S(1994):220 (251825)
Possible Matching: WASSERMA_S(1994)XXXI: (284307)
Possible Matching: WASSERMA_S(1994)52:210 (303495)
Possible Matching: WASSERMA_S(1994):852 (305375)
Possible Matching: WASSERMA_S(1994):[XXXI (332210)
Possible Matching: WASSERMA_S(1994):CB09780511815478 (350950)
Possible Matching: WASSERMA_S(1994):231 (376830)
Possible Matching: WASSERMA_S(1994):2768 (391148)
Possible Matching: WASSERMA_S(1994):857 (408893)
Possible Matching: WASSERMA_S(1994):249 (430991)
Possible Matching: WASSERMA_S(1994):266 (474612)
Possible Matching: WASSERMA_S(1994)8:R31 (479486)
Possible Matching: WASSERMA_S(1994):92 (480233)
Possible Matching: WASSERMA_S(1994):4 (490561)
Possible Matching: WASSERMA_S(1994)9: (492359)
Possible Matching: WASSERMA_S(1994):46 (507753)
Possible Matching: WASSERMA_S(1994)24: (530909)
Possible Matching: WASSERMA_S(1994)171: (538123)
Possible Matching: WASSERMA_S(1994):12055 (573761)
Possible Matching: WASSERMA_S(1994)8:825 (627367)
Possible Matching: WASSERMA_S(1994):291 (645259)
Possible Matching: WASSERMA_S(1994)5:91 (679890)
Possible Matching: WASSERMA_S(1994)81: (730779)
Possible Matching: WASSERMA_S(1994):28 (756184)
Possible Matching: WASSERMA_S(1994):173 (763829)
Possible Matching: WASSERMA_S(1994):505 (772324)
Possible Matching: WASSERMA_S(1994):101 (791200)
Possible Matching: WASSERMA_S(1994):XI (809730)
Possible Matching: WASSERMA_S(1994):177 (835625)
Possible Matching: WASSERMA_S(1994):23 (844661)
Possible Matching: WASSERMA_S(1994)4:857 (866790)
Possible Matching: WASSERMA_S(1994)8:827 (884134)
Possible Matching: WASSERMA_S(1994):506 (901308)
Possible Matching: WASSERMA_S(1994):25 (919190)
Possible Matching: WASSERMA_S(1994)25:825 (924105)
Possible Matching: WASSERMA_S(1994):100 (936034)
Possible Matching: WASSERMA_S(1994)24:219 (1117244)
Possible Matching: WASSERMA_S(1994):31 (1167228)
Possible Matching: WASSERMA_S(1994)19:645 (1167817)
Possible Matching: WASSERMA_S(1994):130 (1169380)
Possible Matching: WASSERMA_S(1994):162 (1173128)
Possible Matching: WASSERMA_S(1994):1994 (1196724)
Possible Matching: WASSERMA_S(1994)506: (1293924)
Possible Matching: WASSERMA_S(1994):107 (1295856)
Possible Matching: WASSERMA_S(1994):CH12 (1295963)
Input: BOYD_D(2007)13
Possible Matching: BOYD_D(2007)13:210 (197230)
Possible Matching: BOYD_D(2007)13:28 (225411)
Possible Matching: BOYD_D(2007)13: (237556)
Possible Matching: BOYD_D(2007)13:1 (253022)
Possible Matching: BOYD_D(2007)13:NI224 (267989)
Possible Matching: BOYD_D(2007)13:2009 (314521)
Possible Matching: BOYD_D(2007)13:4 (318982)
Possible Matching: BOYD_D(2007)13:7 (318983)
Possible Matching: BOYD_D(2007)131: (330689)
Possible Matching: BOYD_D(2007)13:2010 (621029)
Possible Matching: BOYD_D(2007)13:201 (681308)
Possible Matching: BOYD_D(2007)13:335 (783043)
Possible Matching: BOYD_D(2007)13:23 (808827)
Possible Matching: BOYD_D(2007)13:20 (836827)
Possible Matching: BOYD_D(2007)13:56 (1102875)
Input: BOYD_D(2008)13
Possible Matching: BOYD_D(2008)13:11 (236878)
Possible Matching: BOYD_D(2008)13:210 (238102)
Possible Matching: BOYD_D(2008)13: (260157)
Possible Matching: BOYD_D(2008)13:2010 (532561)
Possible Matching: BOYD_D(2008)13:2 (858357)
Possible Matching: BOYD_D(2008)13:217 (928705)
Possible Matching: BOYD_D(2008)13:4 (1051371)
There are some identity problems at the top level. Two different books of Wasserman were published in 1994. We should add a volume 171 at the end (replacement in the WoS clean file) for
WASSERMAN S, 1994, ADV SOCIAL NETWORK A
Wasserman S., 1994, ADV SOCIAL NETWORK A
Wasserman S., 1994, ADV SOCIAL NETWORK A, V171
and consider all other node names as the same.
After changing the WoS clean file into cleanNew.WoS we generate again using WoS2Pajek all Pajek files.
The other 'top problems' can be resolved by constructing an equivalence partition and shrinking Pajek networks.
The Boyd`s work was published in 2007
Boyd, Danah M., and Nicole B. Ellison. "Social network sites: Definition, history, and scholarship." Journal of computer‐mediated Communication 13.1 (2007): 210-230.
but there are a lot of cases in complete.WoS.file when it is written as published in 2008.
238102 263.0000 BOYD_D(2008)13:210
237556 475.0000 BOYD_D(2007)13:
197230 1702.0000 BOYD_D(2007)13:210
36101 344.0000 WASSERMA_S(1994)8:
228 4903.0000 WASSERMA_S(1994):
120 4239.0000 GRANOVET_M(1973)78:1360
1702 122.0000 GRANOVET_M(1973)78:6
566 753.0000 COLEMAN_J(1988)94:95
186381 987.0000 COLEMAN_J(1988)94:S95
Wasserman, Stanley, and Katherine Faust. Social network analysis: Methods and applications. Vol. 8. Cambridge university press, 1994.
Stanley Wasserman, Joseph Galaskiewicz (eds). Advances in Social Network Analysis: Research in the Social and Behavioral Sciences. Volume 171 of SAGE Focus Editions, 1994.
Mark S. Granovetter. The Strength of Weak Ties. The American Journal of Sociology, Vol. 78, No. 6. (May, 1973), pp. 1360-1380.
Coleman, James S. "Social capital in the creation of human capital." American journal of sociology 94 (1988): S95-S120.
Search for possible matching:
Network / Info / Vertex Label -> Vertex Number
Coleman - join all the nodes which has 94
> setwd("C:/Users/batagelj/work/Python/WoS/SocNet/2018/WoS")
> nw <- 1297257
> C <- 1:nw
> # BOYD_D(2007)13
> boyd <- c(225412,237557,253023,267990,314522,318983,318984,330690,621030,681309,
+ 783044,808828,836828,1102876,236879,238103,260158,532563,858358,928706,1051372)
> C[boyd] <- 197231
> # WASSERMA_S(1994)
> wassA <- c(1828,1829,36102,39117,45520,70915,118356,123306,128170,147021,193933,
+ 209249,226138,237162,251826,284308,303496,305376,332211,350951,376831,391149,
+ 408894,430992,440728,474614,479488,480235,490563,492361,507755,530911,573762,
+ 627368,645260,679891,730780,756185,763830,772325,791201,835626,844662,866791,
+ 884135,901309,919191,924106,936035,1117245,1167229,1167818,1169381,1173129,
+ 1196725,1293925,1295854,1295961)
> C[wassA] <- 228
> wassB <- c(809731,138370)
> C[wassB] <- 14798
> # GRANOVET_M(1973)78
> gran <- c(1702,15444,33189,34144,76516,89155,94349,153939,163526,177693,194608,
+ 237055,246264,247622,259955,294934,327727,416147,420060,432480,584876,633580,
+ 894099,997315,1027981,1118604,1145175)
> C[gran] <- 120
> # COLEMAN_J(1988)94
> cole <- c(4153,9393,29764,88473,106270,161906,186382,252616,324404,376561,
+ 391662,434659,1053431,1104473,1225411,1225412)
> C[cole] <- 566
> out <- file("shrink.clu","w")
> cat(paste("*vertices ",nw),C,sep="\n",file=out)
> close(out)
Because of the strange behavior of R's cat function in the file shrink.clu values 100000, 200000, ..., 1000000 are written in exponential form 1e+05, 2e+05, ..., 1e+06. We manually corrected these values.
Boyd file: Operations - Network - Shrink network.
Read 2-mode networks WA, WJ and WK. Using Info button we get.
WA Rows=1297257, Cols=395972
WJ Rows=1297257, Cols=70425
WK Rows=1297257, Cols=32409
read shrink partition shrink.clu
select WA network
Partition / Create Identity partition [395972]
select shrink partition as First
select identity partition as Second
Partititons / Fuse partitions
Operations / Network + Partition / Shrink network [1][0]
save network as WAn
http://vlado.fmf.uni-lj.si/dl/WoS/SN17-sep.zip http://vlado.fmf.uni-lj.si/dl/WoS/SN17new.zip
> all <- c(boyd,wassA,wassB,gran,cole)
> Y <- read.csv("./years.clu",header=FALSE,skip=2)$V1
> Z <- Y[-all]; nN <- length(Z)
> out <- file("yearN.clu","w")
> cat(paste("*vertices ",nN),Z,sep="\n",file=out)
> close(out)
> Y <- read.csv("./NP.vec",header=FALSE,skip=2)$V1
> N <- Y[-all]; nN <- length(N)
> out <- file("NPn.vec","w")
> cat(paste("*vertices ",nN),N,sep="\n",file=out)
> close(out)
> Y <- read.csv("./DC.clu",header=FALSE,skip=2)$V1
> D <- Y[-all]; nN <- length(D)
> out <- file("DCn.clu","w")
> cat(paste("*vertices ",nN),D,sep="\n",file=out)
> close(out)
http://vlado.fmf.uni-lj.si/dl/WoS/cluN.zip
#GRANOVET_M(1973)78:1360 (21) GRANOVET_M - 63 GRANOVET_ - 22953
"#COLEMAN_J(1988)94:95" #WASSERMA_S(1994)171:" "#HASHTAG(2012):"